Construct · 1 fields · 1 citations

options framework: a standalone construct

One name. One construct. A landmark on the map.

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optionsframework1 CONSTRUCTOptions frameworkSUTTON · REINFORCEMENT

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Reinforcement learning (machine learning)

extending Markov decision processes with options, closed-loop courses of action over extended time, so agents can plan and learn at several time scales.

In reinforcement learning (machine learning), options framework refers to extending Markov decision processes with options, closed-loop courses of action over extended time, so agents can plan and learn at several time scales. This meaning comes from Sutton (1999) in Artificial Intelligence.[1]

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Nearby constructs

action3 fields · 6 citationsjingle · one word, three constructsintelligence6 fields · 14 citationsjingle · one name, six constructslearning6 fields · 14 citationsjingle · one name, six constructs

References

  1. Sutton, R. S., Precup, D., & Singh, S. (1999). Between MDPs and semi-MDPs: A framework for temporal abstraction in reinforcement learning. Artificial Intelligence, 112(1-2), 181-211. https://doi.org/10.1016/s0004-3702(99)00052-1

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